{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "异常值检测主要是为了发现数据集中的一些\"与众不同\"的数据值，所谓“与众不同”的数据是指这些数据与大多数数据存在较大的差异我们称之为“异常值”，并且在现实中这些“异常值”并没有被打上标签，因此我们必须通过某种算法来自动识别出这些异常值。对于异常值我们有如下的定义:\n",
    "\n",
    "异常值所占整体数据的比例较少,产生异常值的概率非常低。   \n",
    "异常值本身的特征与其他正常值有明显的差异。\n",
    "\n",
    "# 数据\n",
    "\n",
    "在本篇博客中我们的数据来自于国外某连锁零售企业的客流量与订单数量统计数据，为了让数据更加清晰，我们只保留了如下3个字段：\n",
    "\n",
    "* date：日期,\n",
    "* num_people: 客流量,\n",
    "* num_order: 订单数量量\n",
    "\n",
    "你可以在这里下载数据:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from numpy import percentile\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme();\n",
    "sns.set_style(\"darkgrid\",{\"font.sans-serif\":['simhei','Droid Sans Fallback']})\n",
    "from sklearn.ensemble import IsolationForest\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "from pyod.models.abod import ABOD\n",
    "from pyod.models.cblof import CBLOF\n",
    "from pyod.models.feature_bagging import FeatureBagging\n",
    "from pyod.models.hbos import HBOS\n",
    "from pyod.models.iforest import IForest\n",
    "from pyod.models.knn import KNN\n",
    "from pyod.models.lof import LOF\n",
    "from pyod.models.mcd import MCD\n",
    "from pyod.models.ocsvm import OCSVM\n",
    "from pyod.models.pca import PCA\n",
    "from pyod.models.lscp import LSCP\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>num_people</th>\n",
       "      <th>num_order</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>295.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>733.0</td>\n",
       "      <td>191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>695.0</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>580.0</td>\n",
       "      <td>193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>844.0</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>2020-10-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>2020-11-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>2021-01-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>895 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  num_people  num_order\n",
       "0    2019-01-01      1046.0      295.0\n",
       "1    2019-01-02       733.0      191.0\n",
       "2    2019-01-03       695.0      222.0\n",
       "3    2019-01-04       580.0      193.0\n",
       "4    2019-01-05       844.0      285.0\n",
       "..          ...         ...        ...\n",
       "890  2020-10-31         NaN      346.0\n",
       "891  2020-11-30         NaN      204.0\n",
       "892  2020-12-31         NaN      288.0\n",
       "893  2021-01-31         NaN      254.0\n",
       "894  2021-02-28         NaN      285.0\n",
       "\n",
       "[895 rows x 3 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"order_num.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 过滤缺失值\n",
    "\n",
    "除异常值以外,真实的数据中往往还会存在数据缺失的情况(即有些数据的值为NaN),对于缺失值一般会有2种处理方式比如:1.直接删除缺失值;2.对缺失值进行填充.对缺失值进行填充时一般会用均值或者使用某些插值算法插入一些符合数据历史趋势的数值。在这里我们使用最简单的方式即直接删除缺失值的方式来处理数据缺失，这样做的目的是让问题简单化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "在 num_people 列中总共有 58 个空值.\n",
      "在 num_order 列中总共有 35 个空值.\n",
      "删除缺失值以后记录总数: 802\n"
     ]
    }
   ],
   "source": [
    "print(\"在 num_people 列中总共有 %d 个空值.\" % df['num_people'].isnull().sum())\n",
    "print(\"在 num_order 列中总共有 %d 个空值.\" % df['num_order'].isnull().sum())\n",
    "df=df[~df.num_people.isnull()==True]\n",
    "df=df[~df.num_order.isnull()==True]\n",
    "print(\"删除缺失值以后记录总数:\",len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看客流量、客流量数据分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count      802.000000\n",
      "mean      1002.246883\n",
      "std        698.302067\n",
      "min          9.000000\n",
      "25%        694.250000\n",
      "50%        921.500000\n",
      "75%       1190.500000\n",
      "max      15087.000000\n",
      "Name: num_people, dtype: float64\n",
      "\n",
      "count    802.000000\n",
      "mean     248.438903\n",
      "std       73.424284\n",
      "min        3.000000\n",
      "25%      193.000000\n",
      "50%      241.000000\n",
      "75%      296.750000\n",
      "max      588.000000\n",
      "Name: num_order, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='num_order', ylabel='Density'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df.num_people.describe())\n",
    "print()\n",
    "print(df.num_order.describe())\n",
    "plt.figure(figsize=(15,8), dpi=80)\n",
    "plt.subplot(221)\n",
    "sns.distplot(df['num_people'])\n",
    "\n",
    "plt.subplot(222)\n",
    "sns.distplot(df['num_order'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# plt.subplot(223)\n",
    "# sns.boxenplot(y=df[\"num_people\"])\n",
    "\n",
    "# plt.subplot(224)\n",
    "# sns.boxenplot(y=df[\"num_people\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从分布上看客流量(num_people)明显严重右偏,右侧有长尾,并且我们看到客流量(num_people)的异常区域大致应该分布在上图的红圈范围内。而订单量数据呈现正太分布,异常值区域位于分布左右两侧。下面我们查看num_people的偏度(Skewness)与峰度(Kurtosis)，偏度反应的是分布的偏斜程度,可能是左偏，右偏，长尾等形态，峰度反应分布的形状的胖瘦(宽窄),具体解释请参考这篇博客: https://blog.csdn.net/binbigdata/article/details/79897160"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_people's Skewness: 11.165755\n",
      "num_people's Kurtosis: 211.579274 \n",
      "\n",
      "num_order's Skewness: 0.429138\n",
      "num_order's Kurtosis: 1.114412\n"
     ]
    }
   ],
   "source": [
    "print(\"num_people's Skewness: %f\" % df['num_people'].skew())\n",
    "print(\"num_people's Kurtosis: %f \" % df['num_people'].kurt())\n",
    "print()\n",
    "print(\"num_order's Skewness: %f\" % df['num_order'].skew())\n",
    "print(\"num_order's Kurtosis: %f\" % df['num_order'].kurt())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IsolationForest(隔离森林)\n",
    "\n",
    "IsolationForest是一种简单有效的检测异常值的算法，它可以在数据的分布区域中找出异常值所在的区域，并对所有数据进行评分，那些落在异常区域的数据值会获得较低的分数，而那些不在异常区域中的数据将会获得较高的分数,大家可以参考这篇文章(https://dzone.com/articles/spotting-outliers-with-isolation-forest-using-skle )。在这篇文章中作者随机生成了两个正太分布N(-2,5)和N(2,5),同时通过隔离森林算法找到到了这两个分布中的异常区域,并且生成一条评分曲线,落在异常区域内的数据将会得到低分，落在异常区域内以外的数据将会获得高分:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "x = np.concatenate((np.random.normal(loc=-2, scale=.5,size=500), np.random.normal(loc=2, scale=.5, size=500)))\n",
    "\n",
    "isolation_forest = IsolationForest(n_estimators=100) \n",
    "isolation_forest.fit(x.reshape(-1, 1)) \n",
    "xx = np.linspace(-6, 6, 100).reshape(-1,1) \n",
    "anomaly_score = isolation_forest.decision_function(xx) \n",
    "outlier = isolation_forest.predict(xx)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.subplot(2,1,1)\n",
    "plt.hist(x) \n",
    "plt.xlim([-5, 5]) \n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(xx, anomaly_score, label='异常值分数') \n",
    "plt.fill_between(xx.T[0], np.min(anomaly_score), np.max(anomaly_score), where=outlier==-1, color='r', alpha=.4, label='异常值区域') \n",
    "plt.legend() \n",
    "plt.ylabel('异常值分数') \n",
    "plt.xlabel('x') \n",
    "plt.xlim([-5, 5]) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用隔离森林算法来监测客流量,订单量的异常值区域\n",
    "\n",
    "隔离森林是一种检测异常值的算法，使用IsolationForest算法返回每个样本的异常分数，该算法基于这样的思想:异常是少数和在特征上不同的数据点。隔离森林是一种基于树的模型。在这些树中，通过首先随机选择特征然后在所选特征的最小值和最大值之间选择随机分割值来创建分区。下面我们使用隔离森林算法来探测客流量与订单量的异常值区域,并生成评分曲线:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义隔离森林\n",
    "IF1 = IsolationForest(n_estimators=100)\n",
    "#训练客流量数据\n",
    "IF1.fit(df['num_people'].values.reshape(-1, 1))\n",
    "#在客流量的最小值和最大值之间分割数据\n",
    "x1 = np.linspace(df['num_people'].min(), df['num_people'].max(), len(df)).reshape(-1,1)\n",
    "#生成所有数据的异常值分数\n",
    "anomaly_score1 = IF1.decision_function(x1)\n",
    "#预测异常值\n",
    "outlier1 = IF1.predict(x1)\n",
    "\n",
    "IF2 = IsolationForest(n_estimators=100)\n",
    "#训练订单量数据\n",
    "IF2.fit(df['num_order'].values.reshape(-1, 1))\n",
    "#在订单量的最小值和最大值之间分割数据\n",
    "x2 = np.linspace(df['num_order'].min(), df['num_order'].max(), len(df)).reshape(-1,1)\n",
    "#生成所有数据的异常值分数\n",
    "anomaly_score2 = IF2.decision_function(x2)\n",
    "#预测异常值\n",
    "outlier2 = IF2.predict(x2)\n",
    "\n",
    "plt.figure(figsize=(18,8))\n",
    "plt.subplot(2,2,1)\n",
    "sns.distplot(df['num_people'])\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.distplot(df['num_order'])\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.plot(x1, anomaly_score1, label='异常值分数')\n",
    "plt.fill_between(x1.T[0], np.min(anomaly_score1), np.max(anomaly_score1), \n",
    "                 where=outlier1==-1, color='r', \n",
    "                 alpha=.4, label='异常值区域')\n",
    "plt.legend()\n",
    "plt.ylabel('异常值分数')\n",
    "plt.xlabel('客流量(num_people)')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "plt.plot(x2, anomaly_score2, label='异常值分数')\n",
    "plt.fill_between(x2.T[0], np.min(anomaly_score2), np.max(anomaly_score2), \n",
    "                 where=outlier2==-1, color='r', \n",
    "                 alpha=.4, label='异常值区域')\n",
    "plt.legend()\n",
    "plt.ylabel('异常值分数')\n",
    "plt.xlabel('订单量(num_order)')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上图中隔离森林算法轻松的探测出来了客流量(num_people)与订单量(num_order)的异常值区域，并生成了评分曲线。当数据落在红色矩形区域内时将会得到较低的分数,而当数据落在红色矩形框的范围之外将会得到较高的分数。下面我们计算每个分布的异常值区域的边界值(上图红圈中的值)："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "客流量异常值区域中左侧最大异常值为： 474.0\n",
      "客流量异常值区域中右侧最小异常值为： 1508.0\n",
      "\n",
      "订单量异常值区域中左侧最大异常值为： 159.0\n",
      "订单量异常值区域中右侧最小异常值为： 358.0\n"
     ]
    }
   ],
   "source": [
    "x1_outlier = x1[outlier1==-1]\n",
    "right_min=x1_outlier[x1_outlier>1000].min()\n",
    "left_max = x1_outlier[x1_outlier<1000].max()\n",
    "print('客流量异常值区域中左侧最大异常值为：',df[df.num_people<=left_max].num_people.max())\n",
    "print('客流量异常值区域中右侧最小异常值为：',df[df.num_people>=right_min].num_people.min())\n",
    "print()\n",
    "x2_outlier = x2[outlier2==-1]\n",
    "right_min=x2_outlier[x2_outlier>248].min()\n",
    "left_max = x2_outlier[x2_outlier<248].max()\n",
    "print('订单量异常值区域中左侧最大异常值为：',df[df.num_order<=left_max].num_order.max())\n",
    "print('订单量异常值区域中右侧最小异常值为：',df[df.num_order>=right_min].num_order.min())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们分别计算了客流量和订单量的异常值区域(红色区域)的边界值:  \n",
    "客流量异常值所在区域:x<=459 和 x>=1508  \n",
    "订单量异常值所在区域:x<=156 和 x>=357  \n",
    "\n",
    "\n",
    "\n",
    "上述两个可视化结果显示了异常值分数并突出显示异常值所在的区域。从图中可见异常分数反映了基础分布的形状，异常区域对应于低概率区域。然而，到目前为止我们只是对客流量和订单量这两个单一变量分别进行了分析。如果我们仔细研究,可能会发现，由我们的模型确定的一些异常值只不过是数学统计上的异常,它可能并非是我们业务场景中的异常值,比如某些时候订单量很高可能是由于客流量很高所导致,它可能在统计分布上是异常值,但它在实际的业务场景中并不应该是异常值。下面我们同时观察客流量(num_people)和订单量(num_order)这两个变量的散点分布,并对客流量和订单量进行线性拟合,那些严重偏离拟合曲线的点,可以被认为是异常值,以这样的方式来判定异常值更符合实际的业务场景。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6), dpi=80)\n",
    "sns.regplot(data=df,x=\"num_people\", y=\"num_order\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当我们的数据不是单变量而是多维度变量时，异常检测的方法使得计算难道更高并且在数学上更复杂。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关于PyOD\n",
    "\n",
    "\n",
    "PyOD 是一个全面且可扩展的Python 工具包，用于检测多维数据中的异常对象。这个令人兴奋但具有挑战性的领域通常被称为 异常值检测 或异常检测。\n",
    "\n",
    "PyOD 包括 30 多种检测算法，从经典的 LOF (SIGMOD 2000) 到最新的 COPOD (ICDM 2020)。自 2017 年以来，PyOD [ AZNL19 ]已成功应用于众多学术研究和商业产品[ AGSW19 , ALCJ+19 , AWDL+19 , AZNHL19 ]。它也得到了机器学习社区的广泛认可，有各种专门的帖子/教程，包括 Analytics Vidhya、 Towards Data Science、 KDnuggets、 Computer Vision News和 awesome-machine-learning。\n",
    "\n",
    "PyOD官方文档:https://pyod.readthedocs.io/en/latest/index.html\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "## 本例中将会使用以下种类的异常探测模型：  \n",
    "\n",
    "###  1.异常探测的线性模型\n",
    "\n",
    "PCA：主成分分析使用到特征向量超平面的加权投影距离之和作为异常值异常值）  \n",
    "MCD：最小协方差行列式（使用马氏距离作为异常值）  \n",
    "OCSVM：一类支持向量机  \n",
    "\n",
    "### 2.基于邻近度的异常值检测模型\n",
    "\n",
    "LOF：局部异常因子  \n",
    "CBLOF：基于聚类的局部异常值因子  \n",
    "kNN：k Nearest Neighbors（使用到第k个最近邻居的距离作为异常值）  \n",
    "Median kNN 异常值检测（使用到 k 个最近邻居的中值距离作为异常值分数）   \n",
    "HBOS：基于直方图的异常值分数  \n",
    "\n",
    "### 3.异常值检测的概率模型\n",
    "\n",
    "ABOD：基于角度的异常值检测\n",
    "\n",
    "### 4.使用集成分类(回归)器的异常检查模型\n",
    "\n",
    "Isolation Forest：隔离森林  \n",
    "Feature Bagging：特征装袋  \n",
    "LSCP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用PyOD 进行异常检测步骤\n",
    "\n",
    "* 数据缩放：将客流量和订单量标准化处理将其缩放到0到1之间。  \n",
    "* 设置异常值比例: 根据经验将设置异常值比例设置为1％。\n",
    "* 初始化异常检查模型: 初始化12种异常检测模型。\n",
    "* 拟合数据：使用异常检测模型拟合数据并预测结果。  \n",
    "* 判断异常值：使用阈值来判断数据点是正常值还是异常值。  \n",
    "* 计算异常值分数：使用决策函数计算每个点的异常值分数。  \n",
    "\n",
    "\n",
    "下面的代码参考了\"比较所有已实现的离群值检测模型的例子\"(https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb) 和\"使用PyOD库在Python中学习异常检测的一个很棒的教程\"(https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/) 这两篇文章。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对数据进行缩放\n",
    "\n",
    "将客流量和订单量标准化处理将其缩放到0到1之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   num_people  num_order\n",
      "0      1046.0      295.0\n",
      "1       733.0      191.0\n",
      "2       695.0      222.0\n",
      "3       580.0      193.0\n",
      "4       844.0      285.0\n",
      "--------------------------\n",
      "   num_people  num_order\n",
      "0    0.068776   0.499145\n",
      "1    0.048017   0.321368\n",
      "2    0.045497   0.374359\n",
      "3    0.037870   0.324786\n",
      "4    0.055379   0.482051\n"
     ]
    }
   ],
   "source": [
    "#数据缩放\n",
    "cols = ['num_people', 'num_order']\n",
    "minmax = MinMaxScaler(feature_range=(0, 1))\n",
    "print(df[cols].head())\n",
    "print('--------------------------')\n",
    "df[['num_people','num_order']] = minmax.fit_transform(df[cols])\n",
    "print(df[cols].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初始化异常值检测模型\n",
    "\n",
    "在这里我们将初始化常见的12种异常检测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model 1 Angle-based Outlier Detector (ABOD)\n",
      "Model 2 Cluster-based Local Outlier Factor (CBLOF)\n",
      "Model 3 Feature Bagging\n",
      "Model 4 Histogram-base Outlier Detection (HBOS)\n",
      "Model 5 Isolation Forest\n",
      "Model 6 K Nearest Neighbors (KNN)\n",
      "Model 7 Average KNN\n",
      "Model 8 Local Outlier Factor (LOF)\n",
      "Model 9 Minimum Covariance Determinant (MCD)\n",
      "Model 10 One-class SVM (OCSVM)\n",
      "Model 11 Principal Component Analysis (PCA)\n",
      "Model 12 Locally Selective Combination (LSCP)\n"
     ]
    }
   ],
   "source": [
    "#设定异常值比例\n",
    "outliers_fraction = 0.01\n",
    "\n",
    "# 初始化 LSCP 探测集\n",
    "detector_list = [LOF(n_neighbors=5), LOF(n_neighbors=10), LOF(n_neighbors=15),\n",
    "                 LOF(n_neighbors=20), LOF(n_neighbors=25), LOF(n_neighbors=30),\n",
    "                 LOF(n_neighbors=35), LOF(n_neighbors=40), LOF(n_neighbors=45),\n",
    "                 LOF(n_neighbors=50)]\n",
    "classifiers = {\n",
    "    'Angle-based Outlier Detector (ABOD)':\n",
    "        ABOD(contamination=outliers_fraction),\n",
    "    'Cluster-based Local Outlier Factor (CBLOF)':\n",
    "        CBLOF(contamination=outliers_fraction,\n",
    "              check_estimator=False, random_state=0),\n",
    "    'Feature Bagging':\n",
    "        FeatureBagging(LOF(n_neighbors=35),\n",
    "                       contamination=outliers_fraction,\n",
    "                       random_state=0),\n",
    "    'Histogram-base Outlier Detection (HBOS)': HBOS(\n",
    "        contamination=outliers_fraction),\n",
    "    'Isolation Forest': IForest(contamination=outliers_fraction,\n",
    "                                random_state=0),\n",
    "    'K Nearest Neighbors (KNN)': KNN(\n",
    "        contamination=outliers_fraction),\n",
    "    'Average KNN': KNN(method='mean',\n",
    "                       contamination=outliers_fraction),\n",
    "    'Local Outlier Factor (LOF)':\n",
    "        LOF(n_neighbors=35, contamination=outliers_fraction),\n",
    "    'Minimum Covariance Determinant (MCD)': MCD(\n",
    "        contamination=outliers_fraction, random_state=0),\n",
    "    'One-class SVM (OCSVM)': OCSVM(contamination=outliers_fraction),\n",
    "    'Principal Component Analysis (PCA)': PCA(\n",
    "        contamination=outliers_fraction, random_state=0),\n",
    "    'Locally Selective Combination (LSCP)': LSCP(\n",
    "        detector_list, contamination=outliers_fraction,\n",
    "        random_state=0)\n",
    "}\n",
    "\n",
    "for i, clf in enumerate(classifiers.keys()):\n",
    "    print('Model', i + 1, clf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算异常值\n",
    "\n",
    "在这里我们要做的是拟合数据,预测异常和正常数据,计算异常值分数,最后进行可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将num_people和num_order合并成一个两列的numpy数组\n",
    "X1= df['num_people'].values.reshape(-1,1)\n",
    "X2 = df['num_order'].values.reshape(-1,1)\n",
    "X = np.concatenate((X1,X2),axis=1)\n",
    "\n",
    "print (X)\n",
    "\n",
    "# xx , yy = np.meshgrid(np.linspace(0, 1, 100), np.linspace(0, 1, 100))\n",
    "# plt.figure(figsize=(20, 15))\n",
    "# for i, (clf_name, clf) in enumerate(classifiers.items()):\n",
    "#     #训练数据\n",
    "#     clf.fit(X)\n",
    "#     # 预测异常值分数\n",
    "#     scores_pred = clf.decision_function(X) * -1\n",
    "#     # 预测异常值和正常值的数据\n",
    "#     y_pred = clf.predict(X)\n",
    "#     n_inliers = len(y_pred) - np.count_nonzero(y_pred)\n",
    "#     n_outliers = np.count_nonzero(y_pred == 1)\n",
    "\n",
    "#     df1 = df\n",
    "#     df1['outlier'] = y_pred.tolist()\n",
    "#     #过滤出num_people和num_order的正常值\n",
    "#     inliers_people = np.array(df1['num_people'][df1['outlier'] == 0]).reshape(-1,1)\n",
    "#     inliers_order = np.array(df1['num_order'][df1['outlier'] == 0]).reshape(-1,1)\n",
    "\n",
    "#     #过滤出num_people和num_order的异常值\n",
    "#     outliers_people = df1['num_people'][df1['outlier'] == 1].values.reshape(-1,1)\n",
    "#     outliers_order = df1['num_order'][df1['outlier'] == 1].values.reshape(-1,1)\n",
    "        \n",
    "#     # 设定一个阈值用以识别正常值和异常值的标准\n",
    "#     threshold = np.percentile(scores_pred, 100 * outliers_fraction)\n",
    "\n",
    "#     #决策函数为每一个数据点计算异常值分数\n",
    "#     Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) * -1\n",
    "#     Z = Z.reshape(xx.shape)\n",
    "    \n",
    "#     plt.subplot(3,4,i+1)\n",
    "#     #在图上对从最小的异常值分数到阈值的范围内进行分层着色\n",
    "#     plt.contourf(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7),cmap=plt.cm.Blues_r)\n",
    "#     #在异常值分数等于阈值处画红色线条\n",
    "#     a = plt.contour(xx, yy, Z, levels=[threshold],linewidths=2, colors='red')\n",
    "    \n",
    "#     #填充橙色轮廓线，其中异常分数的范围是从阈值到最大异常分数\n",
    "#     plt.contourf(xx, yy, Z, levels=[threshold, Z.max()],colors='orange')\n",
    "#     b = plt.scatter(x=inliers_people, y=inliers_order, c='white',s=20, edgecolor='k')    \n",
    "#     c = plt.scatter(x=outliers_people, y=outliers_order, c='black',s=20, edgecolor='k')\n",
    "       \n",
    "#     plt.axis('tight')   \n",
    "#     plt.legend([a.collections[0], b,c], ['决策函数', '正常值','异常值'],\n",
    "#                 prop=matplotlib.font_manager.FontProperties(size=12),loc='upper right')\n",
    "\n",
    "#     plt.xlim((0, 1))\n",
    "#     plt.ylim((0, 1))\n",
    "#     ss = '异常值数量: '+str(n_outliers)+' 正常值数量: '+str(n_inliers)\n",
    "#     plt.title(clf_name)\n",
    "#     plt.xlabel(ss)\n",
    "# plt.show();\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 参考资料"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CBLOF(Cluster-based Local Outlier Factor)\n",
    "\n",
    "CBLOF算法时基于聚类组的本地异常因子计算异常值分数。\n",
    "CBLOF将数据集和由聚类算法生成的聚类模型作为输入。它使用参数alpha和beta将群集分为小群集和大群集。然后基于该点所属的聚类的大小以及到最近的大聚类的距离来计算异常分数。我们使用PyOD(https://pyod.readthedocs.io/en/latest/index.html) 库来实现CBLOF算法(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.cblof)\n",
    "\n",
    "### 基于直方图的离群值检测（HBOS）¶\n",
    "\n",
    "HBOS(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.hbos) 假设特征独立，并通过构建直方图来计算异常程度。 在多变量异常检测中，可以计算每个单个特征的直方图，单独评分并在最后组合。 使用PyOD库时，代码与CBLOF非常相似。\n",
    "\n",
    "\n",
    "### 隔离森林\n",
    "\n",
    "隔离森林其原理与随机森林类似，建立在决策树的基础上。 隔离林通过随机选择特征然后根据特征的最大值和最小值之间的分割值来隔离观察。 PyOD Isolation Forest模块(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.iforest) 是Scikit-learn Isolation Forest的wrapper，它具有更多功能。其代码与之前的CBLOF非常相似。\n",
    "\n",
    "\n",
    "### KNN(K - Nearest Neighbors)\n",
    "\n",
    "用于离群检测的pyod.models.knn.KNN(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.knn)。 对于数据，它与第k个最近邻居的距离可以被视为异常值。其代码与之前的CBLOF非常相似。\n",
    "\n",
    "\n",
    "Example of Comparing All Implemented Outlier Detection Models :https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb\n",
    "\n",
    "\n",
    "An Awesome Tutorial to Learn Outlier Detection in Python using PyOD Library:\n",
    "https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/"
   ]
  },
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   "execution_count": null,
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